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Discussion of Free and Open Source Diffusion Models

Prev: >>108286150

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, Upscalers, & Workflows
https://civitai.com
https://civitaiarchive.com/
https://openmodeldb.info
https://openart.ai/workflows

>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/kohya-ss/musubi-tuner
https://github.com/tdrussell/diffusion-pipe

>Z
https://huggingface.co/Tongyi-MAI/Z-Image
https://huggingface.co/Tongyi-MAI/Z-Image-Turbo

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>LTX-2
https://huggingface.co/Lightricks/LTX-2

>Wan
https://github.com/Wan-Video/Wan2.2

>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46

>Illustrious
https://rentry.org/comfyui_guide_1girl
https://tagexplorer.github.io/

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
GPU Benchmarks: https://chimolog.co/bto-gpu-stable-diffusion-specs/
Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-one
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/ldgcollage

>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/r/realistic+parody
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
we really don't want your shitty gens in the collage ranfaggot. we don't even want you in this general
>>
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>>108290379
who is "we"? the grand total of zero people who posted gens in the last thread without the rentries supposedly written by him while a thread with rentries was up?
>>
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so now that qwen is dead and alibaba is pulling out of local (including z image), who remains besides BFL? so much for based china
>>
Wretched thread of discord drama
>>
>>108290415
cursed thread of avifag self felation
>>
The five posts above me seem to dislike this place greatly while knowing so much about it. Strange that they are still here. Curious.
>>
Imagine spending $800 for a 2tb ssd
>>
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Imagine being found out and you attempt to shift the discussion
>>
>>108290442
that's a man so yeah I guess so
>>
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>mfw Resource news

03/03/2026

>Alibaba’s Qwen tech lead steps down after major AI push
https://techcrunch.com/2026/03/03/alibabas-qwen-tech-lead-steps-down-after-major-ai-push

>Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance
https://github.com/showlab/Kiwi-Edit

>Let Your Image Move with Your Motion! -- Implicit Multi-Object Multi-Motion Transfer
https://ethan-li123.github.io/FlexiMMT_page

>Neural Discrimination-Prompted Transformers for Efficient UHD Image Restoration and Enhancement
https://github.com/supersupercong/uhdpromer

>OmniLottie: Generating Vector Animations via Parameterized Lottie Tokens
https://openvglab.github.io/OmniLottie

>Flow-Factory: A Unified Framework for Reinforcement Learning in Flow-Matching Models
https://github.com/X-GenGroup/Flow-Factory

03/02/2026

>Accelerating Masked Image Generation by Learning Latent Controlled Dynamics
https://github.com/Kaiwen-Zhu/MIGM-Shortcut

>Open-sourced a one-click ComfyUI setup for RTX 50-series on Windows
https://github.com/hiroki-abe-58/ComfyUI-Win-Blackwell

>stable-diffusion-webui-codex v0.2.0-alpha
https://github.com/sangoi-exe/stable-diffusion-webui-codex

>ComfyUI SeedVR2 Tiler
https://github.com/BacoHubo/ComfyUI_SeedVR2_Tiler

02/28/2026

>Anima 2B Style Explorer
https://github.com/ThetaCursed/Anima-Style-Explorer

>LoRWeB: Spanning the Visual Analogy Space with a Weight Basis of LoRAs
https://research.nvidia.com/labs/par/lorweb

>Nexa - Your On-the-Go ComfyUI Companion
https://github.com/Arif-salah/Nexa_comfyui

>Z-Image-Turbo Controlnet Union 2.1 version 2602
https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union-2.1

>FL PixelGen: Pixel-space diffusion text-to-image generation and LoRA training nodes
https://github.com/filliptm/ComfyUI-FL-PixelGen

>ComfyUI NKD Sigmas Curve
https://github.com/Nekodificador/ComfyUI-NKD-Sigmas-Curve

>Capable, Open, and Safe: Combating AI Misuse
https://bfl.ai/blog/capable-open-and-safe-combating-ai-misuse
>>
>mfw Research news

03/03/2026

>Retrieval, Refinement and Ranking for T2V Generation via Prompt Optimization and Test-Time Scaling
https://arxiv.org/abs/2603.01509

>Adaptive Spectral Feature Forecasting for Diffusion Sampling Acceleration
https://arxiv.org/abs/2603.01623

>FastLightGen: Fast and Light Video Generation with Fewer Steps and Parameters
https://arxiv.org/abs/2603.01685

>Analyzing and Improving Fast Sampling of T2I Diffusion Models
https://arxiv.org/abs/2603.00763

>WildActor: Unconstrained Identity-Preserving Video Generation
https://arxiv.org/abs/2603.00586

>IdGlow: Dynamic Identity Modulation for Multi-Subject Generation
https://arxiv.org/abs/2603.00607

>SkeleGuide: Explicit Skeleton Reasoning for Context-Aware Human-in-Place Image Synthesis
https://arxiv.org/abs/2603.01579

>Data-Efficient Brushstroke Generation with Diffusion Models for Oil Painting
https://arxiv.org/abs/2603.01103

>PreciseCache: Precise Feature Caching for Efficient and High-fidelity Video Generation
https://arxiv.org/abs/2603.00976

>InterCoG: Towards Spatially Precise Image Editing with Interleaved Chain-of-Grounding Reasoning
https://arxiv.org/abs/2603.01586

>LLaDA-o: Effective and Length-Adaptive Omni Diffusion Model
https://arxiv.org/abs/2603.01068

>Improving Text-to-Image Generation with Intrinsic Self-Confidence Rewards
https://wookiekim.github.io/ARC

>EraseAnything++: Enabling Concept Erasure in Rectified Flow Transformers Leveraging Multi-Object Optimization
https://arxiv.org/abs/2603.00978

>AlignVAR: Towards Globally Consistent Visual Autoregression for Image Super-Resolution
https://arxiv.org/abs/2603.00589

>AgilePruner: Empirical Study of Attention and Diversity for Adaptive Visual Token Pruning in Large VLMs
https://cvsp-lab.github.io/AgilePruner

>FREE-Edit: Using Editing-aware Injection in Rectified Flow for Zero-shot Image-Driven Video Editing
https://free-edit.github.io/page

>Scalable Multi-Task Low-Rank Model Adaptation
https://arxiv.org/abs/2603.01526
>>
Pick your poison. Infinite goon pleasure thanks to AI or x10 inflation, mass job loss and unaffordable housing
>>
what should i prompt?
>>
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>>108290470
arent those the same thing? the more powerful AI, the more decimated the labor economy
>>
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>>108290374
ANCHOR:
>/ldg/ pixiv:
BakerAnon:https://www.pixiv.net/en/users/110320313
Nekotwins:https://www.pixiv.net/en/users/93453238
RSetsuu:https://www.pixiv.net/en/users/91156181
tamzaiy:https://www.pixiv.net/en/users/38224130
匂い:https://www.pixiv.net/en/users/76374114
Otto:https://www.pixiv.net/en/users/106407853
owphoenix:https://www.pixiv.net/en/users/1661492
cornholioanon:https://www.pixiv.net/en/users/1035594
kunitsune: https://www.pixiv.net/en/users/1154481
Encolpe : https://www.pixiv.net/en/users/1528323

*Anchor your Pixiv and CivitAI here to add it in the next thread.

>/ldg/ CivitAI
https://civitai.com/user/Nyan666
https://civitai.com/models/1922023/obmirsak
>>
>>108290452
>>108290456
>debo raid

>>108290511
>whatever this is raid

why is /ldg/ constantly attacked by schizos?
>>
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>>108290511
omg you guys have your own celebrity list. thats so cute
>>
>>108290524
>why is /ldg/ constantly attacked by schizos?
good things often draw those who are resentful towards it
>>
>>108290414
>an employee from google infiltrated Alibaba and killed it so that there's less rivals on the LLM space
this is so fucking grim dude, fuck you google
>>
>>108290524
Don't know, maybe because other diffusion AI generals on /g/ are dead and they come here to act schizo, specially /adt/ and his 3 samefags
>>
I sent sent here because I asked a question about Dall-E 3. Is this the ComfyUI/API thread?
>>
>>108290551
Yes, /adt/ schizo, this is the API thread.
>>
>>108290511
>tamzaiy
kino
>>
>>108290524
>why is /ldg/ constantly attacked by schizos?
This is the only general on the technology board interested in the technology.
nb4
>>
>>108290572
Don't know what you mean with the schizo comment, but very well:
With ComfyUI it says Dall-E 3 API costs 8.4 credits/run, but the Dall-E accessed through Bing is free. Does anyone know how to get free Dall-E working with ComfyUI?
>>
>>108290592
/ldg/ is okay but we are nothing compared to /lmg/
>>
>>108290593
>This post is off topic.
you know what to do sirs
>>
>>108290414
This is local cuck drama, never ran Qwen on my PC I don't have 24+ VRAM. It was always closed source or big salary models, the one who ran it was the Miku tester.
>>
>>108290593
Yeah, buy an ad so /adt/ can revive and people can comment on your shit gens there.
>>
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>>
>innocent question about comfyui
>immediate seething replies
why does this general always get angry about everything?
>>
>>108290456
>>108290452
thank you for the news

>>108290511
fuck you
>>
>>108290699
gatekeeping will always be a good thing, if you welcome a jeet not understanding that you should not talk about API nodes on a local thread, it won't go well, quality people > quantity people
>>
>>108290716
why did you reply to three of your posts?
>>
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Now that Israel is getting bombed by Iran, I guess we won't get Seedance 2.0 at home? :( ITS ALL YOUR FAULT ORANGE MAN
>>
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>>108290726
> three of your posts
fuck you too
>>
>>108290732
you aren't fooling anyone lilbro
>>
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>>
>>108290730
Not that I care for Israel, it might be slightly surreal to be living safely across the world if software development is impacted by real world events. Imagine perhaps you found a neat survival shooter videogame which had a sequel worked on for several years, you forgot about it, then later you find half the team dead or displaced or something so all you can do is "dayum, does this mean no sequel?"
For the progression of mankind we're supposed to be sharing software, not blowing each other up.
>>
>>108290594
lmg is incorrect about ram. future models will use (lots of) SSD to eliminate 99% of ram usage.
>>
>>108290773
slop
>>
>>108290786
> future models will use (lots of) SSD to eliminate 99% of ram usage
that's the most stupid thing i've read today
>>
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>>108290773
nice try illuminati.
>>
>>108290794
ok look how do I earn kudos for this prediction then?
>>
>>108290777
for humanity's sake I hope Israeli software gets wiped out. they're literally always some glowie shit that wants to spy on you.
>>
>>108290802
Understandable. *resume whatever I was doing*
>>
>>108290802
>LTX Studio is an artificial intelligence video-generation platrform launched in February 2024 by Israeli tech company Lightricks.
>Lightricks
>Ligh tricks
>Lie tricks
it writes itself
>>
>>108290807
Probably trying not to stare at a haredi girl in the shelter.
>>
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>>108290773
neat

>>108290777
some game devs have died in the russia/ukraine war
more abstractly, the israeli war of aggression against iran may be what bursts the AI bubble. a lot of the investments holding up AI spending is from gulf states and those wells may dry up if the region destabilizes
>>
>>108290786
>muh engrams
nothing burger
>>
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>>
prefer it dead quiet than filled with off topic
>>
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where are the 1girls?
>>
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heres your zitslop gf healer
>>
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>>
>paying the privilege to spam
>>
>>108290844
asian girls are so cute, they're the only race to hold a candle to crackers
>>
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last one
>>108290871
I have a lot of leftover crypto I can't really move due to tax reason, so I'd rather spend it than give a cut to the state
>>
>>108290832
idk what that is.

I'm sure I'm right, why should I bother trying to do what doubtless is already developed experimentally? when you do that, you never get any kudos.
>>
>>108290881
did the blog factory explode
>>
>>108290881
>>108290871
paying? 4chan pass or some SaaS diffusion?
>>
>>108290829
>game devs have died
I was making a reference to that. I do not know any names (until I came across https://en.wikipedia.org/wiki/Volodymyr_Yezhov just now that I'm totally going to forget anyway). I do not follow any dev groups. I ran a random Stalker game for maybe like 1 or 2 hours a decade ago. I have the full cheevos for Metro 2033 and Last Light Redux, last played in 2022. But I know *someone* must have croaked for no good reason at all, and probably more than "someone".
>>
>>108290722
Nta but what is the appropriate thread for ComfyUI API nodes discussion? One anon said it's off-topic here, another one said it's fine here. de3 is only interested in genning with simple web interface. I am interested in ComfyUI.
>>
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>>108290795
>>
>>108290534
nice
>>
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>>108290951
>>
>>108290922
>Nta but what is the appropriate thread for ComfyUI API nodes discussion?
there's none, if you want to talk about API shit, make your own API general
>>
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babe wake up, a new acceleration method got released
https://hanjq17.github.io/Spectrum/
>>
>>108291118
>inb4 it requires training a separate model
>>
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https://hanyang-21.github.io/CFG-Ctrl/
>another Cope "better than CFG" method
this time will be the good one 1!!1!!1
>>
>>108291118
>t2i support: flux, sd35, sdxl
>t2v support: hv, wan21
>no i2v
into the fucking trash
>>
>>108290922
You’re in the right thread. People are trolling you because they hate comfy for some reason
>>
>>108291118
>a red colored banana
>it's two bananas
>>
Im gonna hang around, so you can compare local with public. Dont worry about spam i tend to get distracted and forget to post
>>
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>>108291131
it just worked...
>>
>>108291290
did the blog factory explode
>>
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>>108291313
klein doesn't have a bear cooking problem.
>>
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>>108291139
Oof!
>>
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its chilly
>>
>>108291330
Yeah it did terrible accident really
>>
so i dont have any of my old merges and i cant recreate the old styles i had going from 1.5 with xl
what do

its like an anime/digital rendered style with lots of depth so looks 3d but not
fuck
>>
any news from japan? i'm kinda excited and really hope ani delivers the model he promised. heard that there will be no anima releases anymore
>>
>>108291415
th- those pants should be illegal!
>>
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>>108291575
no one gives a fuck about whatever you'll fail at next, Julien
only thing you can do to make this general happy is hanging yourself
>>
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>>108291575
yes ani, we know you like to ask yourself "technical questions" for attention, but you should do it somewhere people don't already know about your mental illness.
>>
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>>108291575
>heard that there will be no anima releases anymore
Classic fudding Ani.
>>
You're hopelessly obsessed and insufferable Ran. Zero self-awareness. Everybody sees through your bullshit.
>>
>Everybody sees through your bullshit.
and yet literally no one posts gens in the threads without said "bullshit" when there's also a thread up with the "bullshit" rentries in its OP? to the point the bullshit-free thread falls off the catalog? lol? by "everyone" do you mean all the personalities in your head?

https://desuarchive.org/g/thread/108220078
>>
>>108290870
Jenny with fixed face.
>>
>>108290922
sdg
>>
I just want to know, which schizo is the one doing the image spam of the same shitty gens?
>>
>>108291118
>training-free
damn
>>
>>108291290
>>108291437

which model is this, SaaS sister
>>
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>>108290452
>>108290456
>>108290511

Why can't you people just stay in your own thread?!
>>
>>108291490
How are we supposed to help you? You gave us zero useful information.
>>
>>108291118
comfy anima when?
>>
>>108291490
>its like an anime/digital rendered style with lots of depth so looks 3d but not

you're describing every illustrious shitmix
>>
I'm a retard, I can't make Automatic1111 nor ComfyUI work on a podman container on my server.
I followed some tutos (rentry even) and it always blocks at one point.
Fuck.

Any of you are using imagegens in containers, or do you install it directly on your system?
>>
>>108292139
> in containers
What's the point? I am not an oracle server with hundreds of microservices.
>>
>>108292152
Well, I have all my processing power on my server, and I serve basic things (files, LLM, etc.)
So it's both the only hardware I have that can support AI, and the most "graceful" way to make everything work together (as any and every fucking program wants it's own python or whatever nowadays).
>>
>>108292139
both. what does 'blocks at one point' mean, exactly?
>>
>>108290452
>>108290456
didn't expect to find something useful in this joke of a general. thanks man. this is actually useful
>>
>>108291118
How do I use this in Comfy?
>>
>>108292237
wait till it gets implemented in uis for sane people. don't torture yourself please
>>
>>108292176
What are you using?

There is no official images, so I tried these (https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Containers)
It usually can't find some python libs or whatever.
Then I tried to set up my own image, and debian keeps fucking everything because "no you can't use pip to install package! you have to use apt!"

So, yeah, I'm probably a stupid fuck and missing something simple, but I think I needed to vent.
Automatic1111 worked on the system itself on a previous install, so I know my hardware is capable of running it.
>>
>>108291118
>https://hanjq17.github.io/Spectrum/
Lol this isn't even a custom noode, today i'm not in the mood for python problems
>>
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My laptop has a 6 GB GPU (RTX 3060)
It has only 16 GB of RAM (8x2)
When I run
>wmic memphysical get maxcapacity, memorydevices
it says:
Max Capacity = 67108864 = 64 GB
Slots = 2

But the specs on the website say it can only be upgraded to 32 GB (i.e. 16x2)

how do I make sure buying 32x2 won't be a waste of time and money?

Is it even worth it with only 6 GB of VRAM?

My CPU is AMD Ryzen 7 5800H
>>
>>108290511
>their own anchor for their own avatarfags
Never seen so much narcissism in 4chan, not even /sdg/.
>>
>>108292241
A1111 hasn't been updated in years. If you're not changing your mind on using an A1111 variant, follow the instructions for installing Forge Classic/Neo.

BUT, you have to also copy and paste the .sh bash files for Linux from another variant of Forge.
>>
>>108292288
It's a trani falseflag
https://desuarchive.org/g/thread/107949707/#107949740
Makes you wonder just how much of an absolute trainwreck those japan funding talks are turning out to be
>>
>>108292337
>people criticize /sdg/ and Debo
Silence, they're in their own thread minding their business
>people criticize /adt/ for blatant raiding
mysterious "/adt/ whiteknights" rush in to cover up their constant attacks

There's a reason even other anime genners avoid /adt/ and post elsewhere.
>>
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>>108290441
you can say what you want. but the situation suddenly became chaotic because of those big noses an trump. the situation wasn't nearly as bad with indians and chinese...
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>>108292337
Like his other trips it's all larp, he actually lied about a college paying him to use his wrapper before it released and other bullshit. Like many things he lies about don't listen until he shows proof which he never will.
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>>108292444
>There's a reason even other anime genners avoid /adt/ and post elsewhere.
Yeah, it's because trani made the general in the first place and no one wants to associate with xir, as can be seen on your japan trip
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>ani ani ani
you're so pathetic ran
ani's having time of his life in japan actually moving this field forward
you just rot in front of your shitty laptop churning out same ugly slop trying to start shit as you always did
everyone would be relieved if you died
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can /adt/troons please catfight in their own general? THANKS
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>never stops
>>108292651
They have nothing to do with this, that thread lacks the users or motivation to do this.
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>>108292647
>ani's having time of his life in japan actually moving this field forward
no one says this kind of shit on 4chan about anyone but themselves, i'm getting sheer second-hand embarrassment from this :/ imagine being so insecure
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>>108292688
dont engage him ffs
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>>108292688
it's ran playing both sides so he has a punching bag to beat up so he can appear cool to all the newfags
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>>108292708
ur right
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>>108292688
ani is a weeb but most of us are as well. he is in our mecca and fighting for the future of local against all odds. ani is living his own life. he is starring in his own anime. he is doing more than most and the hate he gets is sickening. at least recognize this adversity to having more options for open source is a good thing whether you like him or not. the thread isn't about spamming some retarded obsession to see him fail. it's disgusting behavior by lazy stupid retards who didn't contribute at all to any of this tech
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lmfao never interrupt an opponent making a mistake i guess
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>>108292732
>is a good thing
*bad thing*
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>>108292732
>it's disgusting behavior by lazy stupid retards who didn't contribute at all to any of this tech
it's just one retard and he knows he's losing.
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>>108292732
based ani. fuck python
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lol
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Insane that it's been over a year of this, and yet zero contributors, zero users. And he still thinks anyone has ever bought it.
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>>108292778
catjak has been here for years. he was the original sdg schizo



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